Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "123"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 123 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 45 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 43 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 123, Node N08:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.840048 10.279040 0.765243 0.060865 -1.066186 0.011209 -0.313197 -0.532069 0.7404 0.7090 0.3972 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.483541 8.341480 -0.899819 0.691937 -0.005580 1.534521 -0.560089 -0.410991 0.7442 0.7145 0.3946 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.017819 9.328882 -0.922921 0.604284 0.260216 2.102357 -0.559980 -0.263395 0.7536 0.7192 0.4054 3.040446 2.773064
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.569482 6.099501 1.550432 2.009024 3.442814 0.710322 2.422557 9.785081 0.0262 0.0242 0.0008 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.451875 12.993538 1.039295 0.000499 -1.162905 -0.108910 -0.870204 -0.513154 0.7494 0.7348 0.3863 3.466577 2.898505
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.697784 14.861576 0.822616 -0.133902 -0.395788 -0.309701 -0.800898 -0.704598 0.7371 0.7492 0.4180 3.645196 2.791473
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.766460 15.241089 1.600543 -0.153254 -0.709216 -0.598037 -0.811745 -0.430253 0.7486 0.7657 0.4274 4.018913 3.170114
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.461234 11.100985 2.529739 -0.045194 -0.941873 0.066857 -0.242151 0.026592 0.7688 0.7239 0.4108 3.875547 3.006906
2459852 digital_ok 100.00% 29.19% 29.19% 0.00% 100.00% 0.00% 6.428830 8.809410 2.565430 -0.289284 -0.163004 0.287669 1.335182 -0.352611 0.6304 0.6175 0.1373 4.892338 4.327822
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.370721 9.110197 3.050521 0.045670 0.853798 -0.080084 0.593489 0.031703 0.7894 0.7642 0.3160 3.664344 2.604617
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.193433 11.233578 2.520330 -0.036369 -0.320685 -0.351297 -0.222183 -0.241609 0.7730 0.7810 0.3398 4.041282 2.986680
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.988155 12.934854 6.508980 0.735988 -0.891003 0.747560 -0.209737 -0.064169 0.7725 0.7737 0.3455 4.872887 3.639140
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.235065 11.627961 4.727008 1.140925 -0.159774 -0.736889 -0.579437 -0.535307 0.7539 0.7712 0.3680 5.773231 3.672452
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.277414 13.052864 4.402094 0.994788 0.076965 -0.062763 -0.844740 -0.709943 0.7554 0.7125 0.4223 14.392902 8.951409
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.408470 12.813623 3.850362 0.472398 -1.180999 1.193353 -0.800207 -0.457030 0.8551 0.7009 0.4781 3.344816 2.430027
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.880191 6.972660 0.949020 1.376549 0.064538 0.438093 0.066847 0.483128 0.7821 0.7325 0.2302 5.725487 4.408420
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 65.679330 50.699200 6.660757 7.378229 1.849084 5.059819 6.769161 9.591688 0.0261 0.0217 0.0017 nan nan
2459839 digital_ok 100.00% - - - - - 16.807541 12.892934 15.748026 17.957567 1.561334 2.475062 8.886576 13.949819 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.382065 10.665647 1.391113 0.460077 -0.905498 1.581324 -0.365317 0.202755 0.7747 0.7499 0.3718 7.475748 5.341363
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0340 0.0327 0.0011 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.233785 -0.774739 -0.820229 0.140334 1.119764 -1.038249 0.197331 1.031067 0.0329 0.0338 0.0018 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 4.110823 2.460317 3.811353 4.120026 -0.431673 0.217181 4.432019 6.811046 0.0272 0.0257 0.0009 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.322598 15.018062 0.487739 1.597312 -0.642380 1.046899 0.778949 -0.368405 0.8202 0.5826 0.5582 4.819917 3.591206
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.856847 15.067814 0.191166 2.583555 -1.602148 -1.403699 1.759576 0.956862 0.8202 0.5848 0.5518 7.431403 6.148354
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.560208 16.929082 0.489177 2.546355 0.134958 4.440897 0.566736 0.333041 0.7738 0.6992 0.3991 9.965225 24.074205
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.924315 12.741841 0.233677 0.508499 -0.639083 -1.133400 2.345567 2.909195 0.8184 0.6019 0.5300 3.035312 2.315812
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.249750 14.810446 0.426659 0.619937 -0.942958 0.266302 0.146576 -0.019614 0.7831 0.7134 0.3981 10.354725 7.009901
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.698761 11.367688 0.268798 0.300757 -1.204304 -1.613234 0.569932 0.832701 0.8223 0.6359 0.4948 4.577056 3.891100
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.824965 11.838401 0.005205 0.095810 -0.609564 -1.256269 -0.309244 -0.519079 0.8232 0.6471 0.4924 3.003735 2.102801
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.478737 11.386128 -0.041314 -0.035031 -1.131267 -0.276430 -0.165815 -0.592952 0.7604 0.7797 0.3318 -0.000000 -0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.861247 8.551935 -0.077167 0.198783 -0.534924 -1.205590 -0.133621 -0.470597 0.7908 0.6856 0.4429 18.337541 11.158559
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.523819 11.176847 -0.108959 0.248041 -0.871964 -1.100572 0.338930 0.662148 0.8281 0.6667 0.4889 7.164878 5.326635
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.816778 10.511901 -0.219434 -0.000617 -1.279211 -1.376676 -0.689570 -0.119558 0.8237 0.6733 0.4886 3.069736 2.752241
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.551369 12.867673 -0.114382 0.133458 -0.180957 -0.178929 1.112209 0.941150 0.8012 0.7213 0.3884 9.720049 7.732206
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.837641 8.809119 -0.281626 -0.029535 -0.892971 -0.696596 0.996704 1.044392 0.8277 0.7039 0.4852 3.847402 3.200168
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.235007 9.633245 -0.286317 -0.003954 -0.919490 -0.257699 0.144544 1.791749 0.8607 0.6450 0.5598 5.290550 4.149223
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.322012 8.284675 -0.255363 -0.141082 -1.329526 -1.102115 0.879971 1.804947 0.8241 0.7135 0.4987 6.638338 5.536469
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.312490 17.534150 -0.296105 -0.209887 -0.347796 -0.637066 0.429599 0.020088 0.0881 0.0939 0.0245 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 123: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 10.279040 7.840048 10.279040 0.765243 0.060865 -1.066186 0.011209 -0.313197 -0.532069

Antenna 123: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 8.341480 6.483541 8.341480 -0.899819 0.691937 -0.005580 1.534521 -0.560089 -0.410991

Antenna 123: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 9.328882 9.328882 7.017819 0.604284 -0.922921 2.102357 0.260216 -0.263395 -0.559980

Antenna 123: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Temporal Discontinuties 9.785081 6.099501 9.569482 2.009024 1.550432 0.710322 3.442814 9.785081 2.422557

Antenna 123: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 12.993538 10.451875 12.993538 1.039295 0.000499 -1.162905 -0.108910 -0.870204 -0.513154

Antenna 123: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 14.861576 14.861576 11.697784 -0.133902 0.822616 -0.309701 -0.395788 -0.704598 -0.800898

Antenna 123: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 15.241089 15.241089 11.766460 -0.153254 1.600543 -0.598037 -0.709216 -0.430253 -0.811745

Antenna 123: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.100985 11.100985 8.461234 -0.045194 2.529739 0.066857 -0.941873 0.026592 -0.242151

Antenna 123: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 8.809410 6.428830 8.809410 2.565430 -0.289284 -0.163004 0.287669 1.335182 -0.352611

Antenna 123: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 9.110197 7.370721 9.110197 3.050521 0.045670 0.853798 -0.080084 0.593489 0.031703

Antenna 123: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.233578 8.193433 11.233578 2.520330 -0.036369 -0.320685 -0.351297 -0.222183 -0.241609

Antenna 123: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 12.934854 9.988155 12.934854 6.508980 0.735988 -0.891003 0.747560 -0.209737 -0.064169

Antenna 123: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.627961 11.627961 9.235065 1.140925 4.727008 -0.736889 -0.159774 -0.535307 -0.579437

Antenna 123: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 13.052864 13.052864 10.277414 0.994788 4.402094 -0.062763 0.076965 -0.709943 -0.844740

Antenna 123: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 12.813623 10.408470 12.813623 3.850362 0.472398 -1.180999 1.193353 -0.800207 -0.457030

Antenna 123: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 6.972660 4.880191 6.972660 0.949020 1.376549 0.064538 0.438093 0.066847 0.483128

Antenna 123: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 65.679330 65.679330 50.699200 6.660757 7.378229 1.849084 5.059819 6.769161 9.591688

Antenna 123: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Power 17.957567 12.892934 16.807541 17.957567 15.748026 2.475062 1.561334 13.949819 8.886576

Antenna 123: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 10.665647 10.665647 8.382065 0.460077 1.391113 1.581324 -0.905498 0.202755 -0.365317

Antenna 123: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Temporal Variability 1.119764 -0.774739 0.233785 0.140334 -0.820229 -1.038249 1.119764 1.031067 0.197331

Antenna 123: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Temporal Discontinuties 6.811046 2.460317 4.110823 4.120026 3.811353 0.217181 -0.431673 6.811046 4.432019

Antenna 123: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 15.018062 12.322598 15.018062 0.487739 1.597312 -0.642380 1.046899 0.778949 -0.368405

Antenna 123: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 123: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 15.067814 11.856847 15.067814 0.191166 2.583555 -1.602148 -1.403699 1.759576 0.956862

Antenna 123: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 16.929082 16.929082 14.560208 2.546355 0.489177 4.440897 0.134958 0.333041 0.566736

Antenna 123: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 12.741841 12.741841 9.924315 0.508499 0.233677 -1.133400 -0.639083 2.909195 2.345567

Antenna 123: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 14.810446 11.249750 14.810446 0.426659 0.619937 -0.942958 0.266302 0.146576 -0.019614

Antenna 123: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.367688 11.367688 8.698761 0.300757 0.268798 -1.613234 -1.204304 0.832701 0.569932

Antenna 123: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.838401 11.838401 8.824965 0.095810 0.005205 -1.256269 -0.609564 -0.519079 -0.309244

Antenna 123: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.386128 9.478737 11.386128 -0.041314 -0.035031 -1.131267 -0.276430 -0.165815 -0.592952

Antenna 123: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 8.551935 8.551935 5.861247 0.198783 -0.077167 -1.205590 -0.534924 -0.470597 -0.133621

Antenna 123: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 11.176847 8.523819 11.176847 -0.108959 0.248041 -0.871964 -1.100572 0.338930 0.662148

Antenna 123: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 10.511901 10.511901 7.816778 -0.000617 -0.219434 -1.376676 -1.279211 -0.119558 -0.689570

Antenna 123: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 12.867673 10.551369 12.867673 -0.114382 0.133458 -0.180957 -0.178929 1.112209 0.941150

Antenna 123: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 8.809119 6.837641 8.809119 -0.281626 -0.029535 -0.892971 -0.696596 0.996704 1.044392

Antenna 123: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 9.633245 9.633245 8.235007 -0.003954 -0.286317 -0.257699 -0.919490 1.791749 0.144544

Antenna 123: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 8.284675 8.284675 6.322012 -0.141082 -0.255363 -1.102115 -1.329526 1.804947 0.879971

Antenna 123: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 123: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 17.534150 17.534150 14.312490 -0.209887 -0.296105 -0.637066 -0.347796 0.020088 0.429599
In [ ]: